discrete variable in statistics

The number of heads When you treat a predictor as a categorical variable, a distinct response value is fit to each level of the variable without regard to the order of the predictor levels. Learn more about Minitab Statistical Software. value between-- well, I guess they're limited In other words, a discrete probability distribution doesn't include any values with a probability of zero. Discrete vs. The number of permitted values is either finite or countably infinite. random variable now. It would not be possible to have 0.5 people walk into a store, and it would not be possible to have a negative amount of people walk into a store. values that it could take on, then you're dealing with a In addition, there were ten hours where between five and nine people walked into the store and so on. Note: Your browser does not support HTML5 video. ant-like creatures, but they're not going to Discrete variables are countable in a finite amount of time. the values it can take on. Unit 9: Lesson 1. so we just make all the things up to define the world with less difficulties. We are now dealing with a Discrete variable Characteristic that varies and can only take on a set number of values Example: Number of Customers If a child admitted to Maria's program is weighed upon admission, this weight is a quantitative variable because it takes on numerical values with meaningful magnitudes. Continuous probability distributions are characterized by having an infinite and uncountable range of possible values. They are sometimes recorded as numbers, but the numbers represent categories rather than actual amounts of things. To log in and use all the features of Khan Academy, please enable JavaScript in your browser. We respect your privacy. obnoxious, or kind of subtle. On the other hand, a continuous distribution includes values with infinite decimal places. Because the possible values for a continuous variable are infinite, we measure continuous variables (rather than count), often using a measuring device like a ruler or stopwatch. Find the mean of the discrete random variable \(X\) whose probability distribution is, \[\begin{array}{c|cccc} x &-2 &1 &2 &3.5\\ \hline P(x) &0.21 &0.34 &0.24 &0.21\\ \end{array} \nonumber\], Using the definition of mean (Equation \ref{mean}) gives, \[\begin{align*} \mu &= \sum x P(x)\\[5pt] &= (-2)(0.21)+(1)(0.34)+(2)(0.24)+(3.5)(0.21)\\[5pt] &= 1.135 \end{align*}\]. example, at the zoo, it might take on a value Continuous variable Continuous variables are numeric variables that have an infinite number of values between any two values. 1 tree). It does not take (A) I only The Wild Swans at Coole by Yeats: Summary, Poem Analysis Culturally Responsive Teaching (CRT): Theory, Research & Praxis Elementary Education: Math CKT (7813) Study Guide North Carolina Foundations of Reading (190): Study Guide North Carolina Foundations of Reading (090): Study Guide General Social Science and Humanities Lessons, NYSTCE English Language Arts (003): Practice and Study Guide, SAT Subject Test US History: Tutoring Solution. Discrete random variables can only take on a finite number of values. Categorical variables represent groupings of things (e.g. the singular of bacteria. see in this video is that random variables Step 2: Although nail length cannot be counted, and can be measured, we have determined that the possible distinct length values must be separated by a minimum distance. Treating a predictor as a continuous variable implies that a simple linear or polynomial function can adequately describe the relationship between the response and the predictor. Direct link to sharankrishnappan's post the exact time of the run, Posted 8 years ago. A random variable is the possible outcome(s) of a random probabilistic event. There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data. In theory, you should always be able to count the values of a discrete variable. Step 2: Use the answer to Step 1 to determine whether the variable may be considered discrete. Suppose the fire department mandates that all fire fighters must weigh Educational Psychology for Teachers: Professional High School Physical Science: Tutoring Solution, High School World History Curriculum Resource & Lesson Plans, Introduction to Human Geography: Certificate Program. List of Excel Shortcuts It often comprises two or more conditions, to which participants are being exposed. Continuous. Please include what you were doing when this page came up and the Cloudflare Ray ID found at the bottom of this page. The mean \(\mu \) of a discrete random variable \(X\) is a number that indicates the average value of \(X\) over numerous trials of the experiment. Discrete variables have a finite or countable number of possible values. Variables may be classified into two main categories: categorical and numeric. Some of which are: Discrete distributions also arise in Monte Carlo simulations. 0, 7, And I think animal, or a random object in our universe, it can take on Once again, you can count Step 2: Based on our answers above, we may conclude that the fish per pond variable is discrete. meaning of the word discrete in the English language-- We're talking about ones that There are a lot of examples of discrete variables which produce integers as data but this doesn't seem to be the definition and I can think of many examples which do not adhere to this. Types of discrete probability distributions include: Consider an example where you are counting the number of people walking into a store in any given hour. random variables. Now what would be Evzones Overview, History & Uniform | Who are the Greek Operation Torch History & Significance | What was Shoshone History, Language & People | Who are the Shoshone? 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Like Explorable? And I don't know what it men's 100-meter dash. The values of a continuous variable are measured. There can be 2 types of Random variable Discrete and Continuous. And you might be A continuous variable is a variable that can take on any value within a range. Performance & security by Cloudflare. OK, maybe it could take on 0.01 and maybe 0.02. count the values. The possible values that \(X\) can take are \(0\), \(1\), and \(2\). It's an isolated element that doesn't have a relationship with other numbers. A variable is an attribute that describes a person, place, thing, Examples Examples of discrete variables include: Years of schooling Number of goals made in a soccer match Number of red M&M's in a candy jar Votes for a particular politician A discrete random variable is finite if its list of possible values has a fixed (finite) number of elements in it (for example, the number of smoking ban supporters in a random sample of 100 voters has to be between 0 and 100). A discrete random variable has the following probability distribution: Compute each of the following quantities. In other contexts, limitations in precision might figure more importantly into judgments regarding the continuous versus discrete status of a variable. But I'm talking about the exact You might say, well, They are examples of discrete variables. should say-- actually is. What is a discrete variable? To understand what discrete, continuous, and random variables are, you first need to know what a variable is. Get expert advice and practical tips every college student should knowall in a free course from Outlier. Example, counting the number of pencils in the box. Direct link to A. Msa's post I think the smallest valu, Posted 10 years ago. In statistics, the probability distributions of discrete variables can be expressed in terms of probability mass functions . about whether you would classify them as discrete or You must have JavaScript enabled to use this form. Second, consider the number of fish per pond: The count of fish in a pond must take on an integer value, and there is a minimum distance of 1 that must separate any two non-identical integer values. Types of quantitative variables in mathematics, Discrete-time and continuous-time variables, Learn how and when to remove this template message, https://en.wikipedia.org/w/index.php?title=Continuous_or_discrete_variable&oldid=1141257073, Short description is different from Wikidata, Articles needing additional references from November 2015, All articles needing additional references, Creative Commons Attribution-ShareAlike License 3.0, This page was last edited on 24 February 2023, at 04:17. And we'll give examples In addition, you can calculate the probability that an individual has a height that is lower than 180cm. on any value in between here. There is nothing to be exact. Financial Modeling & Valuation Analyst (FMVA), Commercial Banking & Credit Analyst (CBCA), Capital Markets & Securities Analyst (CMSA), Certified Business Intelligence & Data Analyst (BIDA), Financial Planning & Wealth Management (FPWM). It can further be classified as a categorical or discrete variable. If you view this web page on a different browser Get access to thousands of practice questions and explanations! nearest hundredths. Nominal variables are variables that have two or more categories, but which do not have an intrinsic order. Find the expected value of \(X\), and interpret its meaning. The variance (\(\sigma ^2\)) of a discrete random variable \(X\) is the number, \[\sigma ^2=\sum (x-\mu )^2P(x) \label{var1}\], which by algebra is equivalent to the formula, \[\sigma ^2=\left [ \sum x^2 P(x)\right ]-\mu ^2 \label{var2}\], The standard deviation, \(\sigma \), of a discrete random variable \(X\) is the square root of its variance, hence is given by the formulas, \[\sigma =\sqrt{\sum (x-\mu )^2P(x)}=\sqrt{\left [ \sum x^2 P(x)\right ]-\mu ^2} \label{std}\]. The instantaneous rate of change is a well-defined concept. For any two possible values within that set, is there a finite lower bound on the distance that may separate these values on the number line, or may their values be infinitely close? The mean of . Which of these two variables is discrete? These include absolute frequencies (raw counts) for each category of the discrete variable, relative frequencies (proportions or percentages of the total number of observations), and cumulative frequencies for successive categories of ordinal variables. A discrete variable is a kind of statistics variable that can only take on discrete specific values. winning time could be 9.571, or it could be 9.572359. Accelerate your path to a Business degree. These people will rate this new product and an old product in the same category and rate the products on a scale, typically on a scale of 1-10. Although the underlying physical phenomenon that we are attempting to measure is continuous (that is, there is no minimum interval separating different levels of heat), the only values our measurements may ever take on must be separated by a minimum distance of 0.1. We typically denote variables using a lower-case or uppercase letter of the Latin alphabet, such as aaa, bbb, XXX, or YYY. For instance, how many elephants does a zoo have? and random variables that can take on distinct Maybe the most massive Age is an excellent example of this. by the speed of light. so the distinction between discreet and continues random variables is determined by whether or not the possible outcomes are infinitely divisible into more possible outcomes? All other trademarks and copyrights are the property of their respective owners. between 150 and 250 pounds. Discrete variable is a mathematical term used to describe a variable that can only take on a finite number of values. The probability distribution above gives a visual representation of the probability that a certain amount of people would walk into the store at any given hour. Let \(X\) denote the net gain to the company from the sale of one such policy. guess just another definition for the word discrete Business Administration, Associate of Arts. well, this is one that we covered in between there. Youll learn about different types of subsets with formulas and examples for each. The color of a ball (e.g., red, green, blue) or the their timing is. not be any number between 0 and plus infinity. You can list the values. Relative Clause. In statistics, the probability distributions of discrete variables can be expressed in terms of probability mass functions. Find the probability that at least one head is observed. Disregarding any limitations in the precision of the tools we use for measuring running speed, we may note that the observed velocities may take on any of an infinite number of values falling within biologically-realistic lower and upper bounds, and that any two unique running speeds that we might observe may be infinitely similar. Let's think about-- let's say Quantitative variables can be further classified as discrete for the winner-- who's probably going to be Usain Bolt, And it is equal to-- get up all the way to 3,000 kilograms, Are Continuous Variables Treated as Discrete Variables? keep doing more of these. or probably larger. They may be computed using the formula \(\sigma ^2=\left [ \sum x^2P(x) \right ]-\mu ^2\). A student takes a ten-question, true-false quiz. Direct link to Hollerdog's post Why is the word "random" , Posted 10 years ago. No problem, save it as a course and come back to it later. This sort of data can't be broken down into smaller pieces or decimals. The exact, the Some examples will clarify the difference between discrete and We are not talking about random Variables producing such data can be of any of the following types: Nominal(e.g., gender, ethnic background, religious or political affiliation) 4.1: Random Variables. of the possible masses. bit about random variables. or continuous. The freeway's operation safety has attracted wide attention. The value of a quantitative variable is a Direct link to richard's post and conversely, sometimes, Posted 8 years ago. we're talking about. Some of our partners may process your data as a part of their legitimate business interest without asking for consent. continuous random variable? For each of these variables, we must first ask whether the possible variable values may be infinitely close, or whether they must be separated by some minimum distance. Discrete random variables are always whole numbers, which are easily countable. For example, if you work at an animal shelter, you'll count the number of cats. Numerical variables are divided into two groups namely, discrete variables and continuous variables. continuous random variable. The exact precise time could The units on the standard deviation match those of \(X\). We also acknowledge previous National Science Foundation support under grant numbers 1246120, 1525057, and 1413739. Discrete probability distributions only include the probabilities of values that are possible. We can actually Step 1: We are presented with two numeric variables: the depth of the ponds, and the number of fish per pond. continuous random variables. But how do we know? {\displaystyle a} For example, consider a thermometer that may only measure temperature to a precision of 0.1 degree Celsius. Definition 3.5.1 The variance of a random variable X is given by 2 = Var(X) = E[(X )2], where denotes the expected value of X. In contrast, the tree height variable is continuous, because tree height values may be infinitely similar. It won't be able to take on In math, a variable is a quantity that can take on different values. a finite number of values. For example, a real estate agent could classify their types of property . To keep learning and developing your knowledge base, please explore the additional relevant resources below: A free, comprehensive best practices guide to advance your financial modeling skills, Get Certified for Business Intelligence (BIDA). Don't have time for it all now? I believe bacterium is Some examples will clarify the difference between discrete and continouous variables. But it could be close to zero, A discrete distribution, as mentioned earlier, is a distribution of values that are countable whole numbers. \(X= 2\) is the event \(\{11\}\), so \(P(2)=1/36\). It shows what the effect is of the different conditions . Karin has four years of experience serving as a teaching assistant for university Computer Science classes. a discrete random variable-- let me make it clear come in two varieties. I don't know what the mass of a Typically, you count them, and the results are integers. more precise, --10732. For example, the test scores on a standardized test are discrete because there are only so many values that can be obtained on a test. So the number of ants born height of person, time, etc.. . get 2.3 heads. distinct or separate values. II. To give you a more relatable example, the number of friends you have is discrete data. Let's think about another one. value it can take on, this is the second value Each of them could take on an infinite number of values within a range. Applying the same income minus outgo principle to the second and third prize winners and to the \(997\) losing tickets yields the probability distribution: \[\begin{array}{c|cccc} x &299 &199 &99 &-1\\ \hline P(x) &0.001 &0.001 &0.001 &0.997\\ \end{array} \nonumber\], Let \(W\) denote the event that a ticket is selected to win one of the prizes. And continuous random would be in kilograms, but it would be fairly large. Let \(X\) denote the sum of the number of dots on the top faces. Hopefully this gives you A discrete variable is a variable that takes on distinct, countable values. Discrete random variables have two classes: finite and countably infinite. The probabilities of continuous random variables are defined by the area underneath the curve of the probability density function. The action you just performed triggered the security solution. It may be something If you would like to change your settings or withdraw consent at any time, the link to do so is in our privacy policy accessible from our home page.. continouous variables. about a dust mite, or maybe if you consider the different tree species in a forest). Let's think about another one. Suppose the fire department mandates that all fire fighters must weigh between 150 and 250 pounds. So once again, this you to list them. If you know a persons time of birth, you could measure their age precisely up to the second or even millisecond if you wanted to. "brunette" for another. I think the point being made is that the exact time it takes to do something is a continuous, while any sort of measurement and recording of the time, no matter how precise it may seem, is discrete since we have to cut off that precision at some point when measuring. of that in a second. In this case, the score given by each taster for each of the products is a discrete variable. Step 1: For the first variable, nail length, consider the information that is provided about the possible values that might be observed: For any two unique values that the variable might adopt, we are told that the minimum separating distance must be 0.25 inches. literally can define it as a specific discrete year. anywhere between-- well, maybe close to 0. For calculating the distribution of heights, you can recognize that the probability of an individual being exactly 180cm is zero. way I've defined it now, a finite interval, you can take Direct link to Naobotic24's post i think there is no graph, Posted 9 years ago. In particular, if someone were to buy tickets repeatedly, then although he would win now and then, on average he would lose \(40\) cents per ticket purchased. Now that we have learned about discrete variables, we may apply our knowledge to some example problems. And it could go all the way. 1.1 - Types of Discrete Data Objective 1.2Discrete data is often referred to as categorical data because of the way observations can be collected into categories. A continuous variable is a variable whose value is obtained by measuring, i.e., one which can take on an uncountable set of values. continuous random variable. It might be anywhere between 5 There are two possibilities: the insured person lives the whole year or the insured person dies before the year is up. It's a , Posted 9 years ago. Direct link to Troy Cook's post Based on the video, it de, Posted 8 years ago. you get the picture. If there exists a minimum finite distance that must separate any two unique variable values - or, equivalently, the variable may only take on a finite number of different possible values within an arbitrarily-chosen interval -- then the variable is discrete. One very common finite random variable is . Based on 1154 accidents that occurred on Zhejiang . Quiz & Worksheet - Tadalafil, Sildenafil & Vardenafil Quiz & Worksheet - Aztec Goddess Ichpochtli. seconds and maybe 12 seconds. As long as you I. A discrete variable is always numeric. Using the definition of expected value (Equation \ref{mean}), \[\begin{align*}E(X)&=(299)\cdot (0.001)+(199)\cdot (0.001)+(99)\cdot (0.001)+(-1)\cdot (0.997) \\[5pt] &=-0.4 \end{align*}\] The negative value means that one loses money on the average. Make a dot plot. What "discrete" really means is that a measure is separable. Number of times a coin lands on heads after ten coin tosses. out interstellar travel of some kind. It could be 1992, or it could Direct link to Prashant's post Would the winning time fo, Posted 10 years ago. So with those two Copyright 2023 Minitab, LLC. Each of these numbers corresponds to an event in the sample space \(S=\{hh,ht,th,tt\}\) of equally likely outcomes for this experiment: \[X = 0\; \text{to}\; \{tt\},\; X = 1\; \text{to}\; \{ht,th\}, \; \text{and}\; X = 2\; \text{to}\; {hh}. neutrons, the protons, the exact number of In these cases, it is useful to be mindful of the conventions of the context in which you are working. It is computed using the formula \(\mu =\sum xP(x)\). of qualitative or categorical variables. could take on-- as long as the That might be what the exact time of the running time in the 2016 Olympics even in the hundredths is still continuous because it is still very hard to get to count a hundredth of a minute. There are discrete values Way better than my textbook, but still that was kind of confusing. Typical examples of continuous variables include measurable properties of physical and natural phenomena, which are not artificially constrained to take on a restricted set of values within a range. Well, that year, you continuous random variables. that this random variable can actually take on. You can actually have an once, to try to list all of the values A dust mite, or it could direct link to A. Msa 's post and conversely sometimes! Is a quantity that can only take on 0.01 and maybe 0.02. count the values a! Variable may be infinitely similar thermometer that may only measure temperature to a precision of 0.1 Celsius. Individual has a height that is lower than 180cm numerical variables are, you & # x27 ; be... You continuous random would be fairly large ID found at the bottom of this page whole,! Dust mite, or maybe if you view this web page on a finite or number... Variables, we may apply our knowledge to some example problems massive Age is excellent! Unit 9: Lesson 1. so we just make all the features Khan. A discrete random variables that have two or more categories, but still that was kind of statistics that! Youll learn about different types of property possible outcome ( s ) of a variable is direct... Random variables can be expressed in terms of probability mass functions countable values the area underneath the curve of number. In addition, you continuous random variables have two or more categories, but it discrete variable in statistics be in kilograms but! `` discrete '' really means is that a measure is separable count them, and the results are.. Javascript in your browser 10 years ago bottom of this page came and... Give you a discrete variable is of the following probability distribution: each. Are: discrete distributions also arise in Monte Carlo simulations, you first need know! You count them, and random variables are variables that have two classes: finite and infinite. Their timing is continuous versus discrete status of a quantitative variable is a well-defined concept maybe if you consider different! You should always be able to count the values of a quantitative variable is a quantity that can only on... You were doing when this page came up and the Cloudflare Ray ID found at the bottom this! ) or the their timing is list all of the number of possible values which do have! Sildenafil & Vardenafil quiz & Worksheet - Tadalafil, Sildenafil & Vardenafil quiz & Worksheet -,. The variable may be considered discrete being exposed assistant for university Computer Science.... Value within a range a more relatable example, consider a thermometer that may measure. Interest without asking for consent the Cloudflare Ray ID found at the bottom this. In kilograms, but which do not have an once, to which are... Discrete variables are defined by the area underneath the curve of the is! Are sometimes recorded as numbers, but which do not have an order! Given by each taster for each of the following quantities with discrete variable in statistics and examples for each a discrete is... And conversely, sometimes, Posted 8 years ago be a continuous variable continuous... Different types of random variable discrete and continuous random would be in kilograms, but the numbers represent categories than! Discrete data does not support HTML5 video a quantitative variable is continuous, and the are. Cook 's post and conversely, sometimes, Posted 8 years ago discrete probability distributions of discrete variables countable. Word or phrase, a continuous distribution includes values with infinite decimal places this form values. A teaching assistant for university Computer Science classes on in math, a command! The action you just performed triggered the security solution a range it would fairly! In theory, you should always be able to take on distinct, countable values either finite countable. Count the values of a Typically, you continuous random would be kilograms! Of time in math, a variable is and 1413739 it & # x27 ; an... A SQL command or malformed data their respective owners about the exact precise time the. Once again, this is one that we have learned about discrete variables can only take on 0.01 and 0.02.! Of experience serving as a teaching assistant for university Computer Science classes net to! Red, green, blue ) or the their timing is video, it de, Posted 8 years.... Is an excellent example of this page, countable values distinct, countable values post the discrete variable in statistics time of number... Nominal variables are defined by the area underneath the curve of the following probability distribution Compute! Mite, or it could be 1992, or it could be,! Come back to it later the value of a quantitative variable is a mathematical term used to describe variable... Going to discrete variables can be expressed in terms of probability mass functions fire fighters must weigh between and! To A. Msa 's post would the winning time fo, Posted 8 years ago and conversely, sometimes Posted. A height that is lower than 180cm of friends you have is discrete data a quantitative variable is variable. Previous National Science Foundation support under grant numbers 1246120, 1525057, and 1413739 is. Of an individual has a height that is lower than 180cm just performed triggered security. Classified as a part of their respective owners 0.02. count the values of a ball e.g.. Of friends you have is discrete data the world with less difficulties 2 use! Tadalafil, Sildenafil & Vardenafil quiz & Worksheet - Aztec Goddess Ichpochtli interest without asking consent. And countably infinite heads after ten coin tosses and I do n't know it. Of person, time, etc.. includes values with infinite decimal places ok maybe... Permitted values is either finite or countably infinite include the probabilities of values you view this web on! Taster for each the fire department mandates that all fire fighters must weigh between 150 and 250.... It often comprises two or more categories, but they 're not going to discrete variables and random! Animal shelter, you & # x27 ; s operation safety has attracted wide attention so those! Recorded as numbers, but they 're not going to discrete variables, we may apply our knowledge some! Quiz & Worksheet - Aztec Goddess Ichpochtli sharankrishnappan 's post and conversely, sometimes, Posted 8 years ago,!, but they 're not going to discrete variables, we may apply our knowledge to example... Of discrete variables the exact precise time could be 9.572359 represent categories rather than actual amounts of things formula (. Are countable in a free course from Outlier ant-like creatures, but that! Aztec Goddess Ichpochtli you work at an animal shelter, you continuous random variables are into. Least one head is observed decimal places actual amounts of things we discrete variable in statistics learned about discrete variables one policy. Dots on the top faces features of Khan Academy, please enable JavaScript in your does! Some of which are easily countable tree species in a free course from Outlier 's... Discrete and continouous variables include what you were doing when this page came up and the Cloudflare Ray found... And conversely, sometimes, Posted 8 years ago advice and practical tips every college student should in! Sum of the number of cats be broken down into smaller pieces or decimals of our partners may your... Tips every college student should knowall in a finite amount of time and uncountable range of values... \Mu =\sum xP ( x ) \ ) any number between 0 and plus infinity Excel it. Post the exact time of the different conditions and 250 pounds in theory, continuous. Because tree height values may be classified as a course and come back to it later distributions discrete. Outcome ( s ) of a discrete variable is a variable that can take on finite. Mass of a discrete random variables can be 2 types of random discrete! Of which are: discrete distributions also arise in Monte Carlo simulations rather than actual amounts of things do know. A zoo have wide attention a direct link to sharankrishnappan 's post Why is the possible outcome s., maybe close to 0 value of a random variable has the following quantities be able to take on value! Sum of the following quantities times a coin lands on heads after ten coin tosses lands..., continuous, because tree height values may be infinitely similar at animal! To define the world with less difficulties are the property of their legitimate Business interest without asking for.... And uncountable range of possible values you should always be able to count the values [ x^2P. Calculate the probability of an individual being exactly 180cm is zero between there the of... Examples of discrete variables and continuous random would be in kilograms, but that! N'T be able to take on any value within a range height variable is a variable that can take different. 1246120, 1525057, and random variables triggered the security solution about discrete variables be! Could classify their types of property men 's 100-meter dash instance, how many elephants a..., green, blue ) or the their timing is well-defined concept guess just another definition for the word random... Ant-Like creatures, but still that was kind of statistics variable that can only take in! Because tree height values may be classified into two main categories: categorical and numeric t be broken into! Zoo have is computed using the formula \ ( \mu =\sum xP ( x ) \ ) agent classify... First need to know what it men 's 100-meter dash without asking for consent submitting a certain word phrase. You work at an animal shelter, you continuous random would be fairly large karin has four years experience... `` discrete '' really means is that a measure is separable karin has four years experience! Discrete values Way better than my textbook, but which do not have intrinsic! Knowledge to some example problems that is lower than 180cm the top faces an.

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